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5-way 1-shot Few-Shot Classification on BSCD-FSL Suite 1.0 (test)

0.2365ChestX Accuracy

LoRA-CLIP + Semantic Probe

Updated 21d ago

Evaluation Results

Method
LoRA-CLIP + Semantic Probe 2026.05	0.2365	0.3877	0.8294	0.8511	-	-	-	-	0.5762
wave-SAN 2023.02	0.2293	0.3335	0.6964	0.708	0.5025	0.3355	0.5775	0.4071	0.4737
AFA 2023.02	0.2292	0.3321	0.6312	0.6761	0.4686	0.3425	0.5404	0.3676	0.4485
StyleAdv 2023.02	0.2292	0.3305	0.7215	0.8122	0.8401	0.4048	0.7264	0.5552	0.5775
StyleAdv-FT 2023.02	0.2292	0.3399	0.7493	0.8411	0.8401	0.4048	0.7264	0.5552	0.5857
StepSPT 2026.05	0.2284	0.3297	0.7001	0.8484	-	-	-	-	0.5266
CLIP-Adapter + Semantic Probe 2026.05	0.2273	0.3283	0.7019	0.8203	-	-	-	-	0.5194
StyleAdv 2023.02	0.2264	0.3396	0.7094	0.7413	0.4849	0.3464	0.5858	0.4113	0.4806
StyleAdv-FT 2023.02	0.2264	0.3576	0.7292	0.8069	0.4849	0.3509	0.5858	0.4113	0.4941
LDC 2026.05	0.2232	0.3372	0.7439	0.8407	-	-	-	-	0.5362
Tip-Adapter 2026.05	0.2224	0.3268	0.7544	0.7715	-	-	-	-	0.5187
Tip-Adapter + Semantic Probe 2026.05	0.2223	0.3188	0.7429	0.7819	-	-	-	-	0.5165
ATA-FT 2023.02	0.2215	0.3494	0.6862	0.7541	0.4623	0.3715	0.5418	0.3738	0.4701
LRP 2023.02	0.2211	0.3094	0.5499	0.5923	0.4829	0.3278	0.5483	0.3749	0.4258
ATA 2023.02	0.221	0.3321	0.6135	0.6747	0.45	0.3361	0.5357	0.3442	0.4384
FWT 2023.02	0.2204	0.3158	0.6236	0.6636	0.4747	0.3161	0.5577	0.3595	0.4414
GNN 2023.02	0.22	0.3202	0.6369	0.6448	0.4569	0.3179	0.531	0.356	0.4355
Tip-Adapter 2026.05	0.2196	0.3036	0.7205	0.7655	-	-	-	-	0.5023
LoRA-CLIP 2026.05	0.2176	0.3201	0.5779	0.6524	-	-	-	-	0.442
PMF 2023.02	0.2173	0.3036	0.7074	0.8079	0.7813	0.3724	0.7111	0.536	0.5546
LoRA-CLIP 2026.05	0.2173	0.3445	0.8034	0.8495	-	-	-	-	0.5537
LP++ 2026.05	0.2172	0.3363	0.7305	0.8184	-	-	-	-	0.5256
AMU-Tuning 2026.05	0.2156	0.3229	0.7224	0.802	-	-	-	-	0.5157
CLIP-Adapter 2026.05	0.2151	0.3131	0.6783	0.8114	-	-	-	-	0.5044
Maple + Semantic Probe 2026.05	0.2141	0.3427	0.8294	0.8283	-	-	-	-	0.5536
CoOp + Semantic Probe 2026.05	0.2133	0.2964	0.6977	0.8093	-	-	-	-	0.5042
CoOp 2026.05	0.2095	0.2947	0.6816	0.7927	-	-	-	-	0.4946
Maple 2026.05	0.2089	0.311	0.7566	0.8187	-	-	-	-	0.5304